Exam Certified Generative AI Engineer Associate topic 1 question 22 discussion

The issue described is that the RAG (Retrieval-Augmented Generation) application retrieves irrelevant context, which indicates that the retrieval mechanism is not accurately identifying the most relevant information. By using a different semantic similarity search algorithm, the engineer can improve the retrieval step to ensure that the most contextually relevant documents or data are selected before passing them to the LLM for generating responses. Options like A (assessing quality) may help diagnose the issue but do not directly fix it. B (caching) is not related to improving relevance, and C (using a different LLM) addresses generation quality, not retrieval accuracy.